{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  AirQualityUCI.zip\n",
      "  inflating: AirQualityUCI.csv       \n",
      "  inflating: AirQualityUCI.xlsx      \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "--2019-01-05 21:12:39--  https://archive.ics.uci.edu/ml/machine-learning-databases/00360/AirQualityUCI.zip\n",
      "Resolving archive.ics.uci.edu (archive.ics.uci.edu)... 128.195.10.249\n",
      "Connecting to archive.ics.uci.edu (archive.ics.uci.edu)|128.195.10.249|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 1543989 (1.5M) [application/zip]\n",
      "Saving to: ‘AirQualityUCI.zip’\n",
      "\n",
      "     0K .......... .......... .......... .......... ..........  3% 84.0K 17s\n",
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      "   650K .......... .......... .......... .......... .......... 46% 2.80M 3s\n",
      "   700K .......... .......... .......... .......... .......... 49%  285K 3s\n",
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      "   900K .......... .......... .......... .......... .......... 63% 2.71M 2s\n",
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      "  1300K .......... .......... .......... .......... .......... 89% 3.09M 0s\n",
      "  1350K .......... .......... .......... .......... .......... 92% 5.17M 0s\n",
      "  1400K .......... .......... .......... .......... .......... 96%  298K 0s\n",
      "  1450K .......... .......... .......... .......... .......... 99% 3.69M 0s\n",
      "  1500K .......                                               100% 6.48M=3.8s\n",
      "\n",
      "2019-01-05 21:12:44 (400 KB/s) - ‘AirQualityUCI.zip’ saved [1543989/1543989]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "wget https://archive.ics.uci.edu/ml/machine-learning-databases/00360/AirQualityUCI.zip\n",
    "unzip AirQualityUCI.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>CO(GT)</th>\n",
       "      <th>PT08.S1(CO)</th>\n",
       "      <th>NMHC(GT)</th>\n",
       "      <th>C6H6(GT)</th>\n",
       "      <th>PT08.S2(NMHC)</th>\n",
       "      <th>NOx(GT)</th>\n",
       "      <th>PT08.S3(NOx)</th>\n",
       "      <th>NO2(GT)</th>\n",
       "      <th>PT08.S4(NO2)</th>\n",
       "      <th>PT08.S5(O3)</th>\n",
       "      <th>T</th>\n",
       "      <th>RH</th>\n",
       "      <th>AH</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2004-10-03 18:00:00</td>\n",
       "      <td>2,6</td>\n",
       "      <td>1360.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>11,9</td>\n",
       "      <td>1046.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>1056.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>1692.0</td>\n",
       "      <td>1268.0</td>\n",
       "      <td>13,6</td>\n",
       "      <td>48,9</td>\n",
       "      <td>0,7578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2004-10-03 19:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>1292.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>9,4</td>\n",
       "      <td>955.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1174.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1559.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>13,3</td>\n",
       "      <td>47,7</td>\n",
       "      <td>0,7255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2004-10-03 20:00:00</td>\n",
       "      <td>2,2</td>\n",
       "      <td>1402.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>9,0</td>\n",
       "      <td>939.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>1140.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>1555.0</td>\n",
       "      <td>1074.0</td>\n",
       "      <td>11,9</td>\n",
       "      <td>54,0</td>\n",
       "      <td>0,7502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2004-10-03 21:00:00</td>\n",
       "      <td>2,2</td>\n",
       "      <td>1376.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9,2</td>\n",
       "      <td>948.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>1092.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>1584.0</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>11,0</td>\n",
       "      <td>60,0</td>\n",
       "      <td>0,7867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2004-10-03 22:00:00</td>\n",
       "      <td>1,6</td>\n",
       "      <td>1272.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>6,5</td>\n",
       "      <td>836.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>1205.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>1490.0</td>\n",
       "      <td>1110.0</td>\n",
       "      <td>11,2</td>\n",
       "      <td>59,6</td>\n",
       "      <td>0,7888</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Date CO(GT)  PT08.S1(CO)  NMHC(GT) C6H6(GT)  PT08.S2(NMHC)  \\\n",
       "0 2004-10-03 18:00:00    2,6       1360.0     150.0     11,9         1046.0   \n",
       "1 2004-10-03 19:00:00      2       1292.0     112.0      9,4          955.0   \n",
       "2 2004-10-03 20:00:00    2,2       1402.0      88.0      9,0          939.0   \n",
       "3 2004-10-03 21:00:00    2,2       1376.0      80.0      9,2          948.0   \n",
       "4 2004-10-03 22:00:00    1,6       1272.0      51.0      6,5          836.0   \n",
       "\n",
       "   NOx(GT)  PT08.S3(NOx)  NO2(GT)  PT08.S4(NO2)  PT08.S5(O3)     T    RH  \\\n",
       "0    166.0        1056.0    113.0        1692.0       1268.0  13,6  48,9   \n",
       "1    103.0        1174.0     92.0        1559.0        972.0  13,3  47,7   \n",
       "2    131.0        1140.0    114.0        1555.0       1074.0  11,9  54,0   \n",
       "3    172.0        1092.0    122.0        1584.0       1203.0  11,0  60,0   \n",
       "4    131.0        1205.0    116.0        1490.0       1110.0  11,2  59,6   \n",
       "\n",
       "       AH  \n",
       "0  0,7578  \n",
       "1  0,7255  \n",
       "2  0,7502  \n",
       "3  0,7867  \n",
       "4  0,7888  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('AirQualityUCI.csv', sep=';')\n",
    "df.drop(df.columns[-2:], axis=1, inplace=True)\n",
    "df = df[~df.Date.isna()]\n",
    "df.Time = df.Time.apply(lambda x: int(x[:2]))\n",
    "\n",
    "df['Date'] = pd.to_datetime(df.Date)\n",
    "df['Date'] = [date.replace(hour=h) for date, h in zip(df['Date'], df['Time'])]\n",
    "df.drop('Time', axis=1, inplace=True)\n",
    "df.sort_values('Date', inplace=True)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5GZKkOecb9K/MDcm05clWPgNsnldvE3BioReoqn1VNVlVkxMTE+fZDEnSYs737pUHgV3A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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111fb5b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df['PT08.S1(CO)'], bins=50)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5GZKkOecb9K/MDcm05clWPgNsnldvE3BioReoqn1VNVlVkxMTE+fZDEnSYs737pUHgV3A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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11420aef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.hist(df['PT08.S1(CO)'], bins=50)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PN1pQm3a8I7Nthi6cqSi57ZkB+Wh3QDiOw6yRvUK32Vh+TWMr7v50E3w6rdFC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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113b99d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,5))\n",
    "ax.plot(df.Date.values, df['PT08.S1(CO)'].values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3qEoD++xerFpWuo0FVZjAQoXphlYnDslY7i+vb8XqvApV9SOMxelduVATRVgt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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11244e8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,5))\n",
    "ax.plot(df.Date.values, df['PT08.S1(CO)'].values, label='CO')\n",
    "ax.plot(df.Date.values, df['PT08.S2(NMHC)'].values, label='NHMC')\n",
    "ax.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4fEMKpCFZv9gCuMUzr05l8r7fLf7kbJnNkP9esAejpm1WVC/NKHg2RYHaZwM4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\nEIQC/j/LBRbCbSeX7gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113746390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,5))\n",
    "ax.plot(df.Date.values, df['PT08.S1(CO)'].values, label='CO')\n",
    "ax.plot(df.Date.values, df['PT08.S2(NMHC)'].values, c='r', label='NHMC')\n",
    "ax.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rHtL05y2T1Z1d/cubJTRT3S/eFg8AsJ1TX4GQ3kOi5rlJfQ3GrZmGpvVOxfWQ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\nPFFyLSIiIiLiiZJrERERERFP/h+IhhE/k/jc1QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1150594e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,5))\n",
    "ax.plot(df.Date.values, df['PT08.S1(CO)'].values, label='CO')\n",
    "ax.plot(df.Date.values, df['PT08.S2(NMHC)'].values, c='r', label='NHMC')\n",
    "ax.scatter(df.Date.values, df['PT08.S3(NOx)'], c='g', label='NOx')\n",
    "ax.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qunRQ8CyppcC5dNz9OXfvc/cdRBMrZLpmjGiqX6lvmf6XtdzPOSkFJVJIOY6P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\nUdAEYen56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ESBYS6kUzxp8BPNggPrb/CjSUTjMHgmIiKiQOFqlBRkTNsgIiIi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\nREREHjF4JiIiIiLyiMEzEREREZFH/x+Opz2VYvbr8QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114f66cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "columns = ['PT08.S1(CO)', 'PT08.S2(NMHC)', 'PT08.S3(NOx)']\n",
    "\n",
    "fig, ax = plt.subplots(3,3, figsize=(12,12))\n",
    "for i in range(3):\n",
    "    col1 = columns[i]\n",
    "    for j in range(3):\n",
    "        col2 = columns[j]\n",
    "        ax[i][j].set_title(f'{col1}-{col2}')\n",
    "        ax[i][j].scatter(df[col1], df[col2])\n",
    "plt.show()        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig('correlations')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sachin/miniconda3/lib/python3.6/site-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
      "  \"matplotlib is currently using a non-GUI backend, \"\n"
     ]
    }
   ],
   "source": [
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
